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ain-language prompts. Add Datadog’s observability heft, and you get a system that can test code while providing the logs and traces it needs to vet system performance without the fragility hardcoded testing brings. You have successfully registered for the webinar. The New Stack will sit down with Ruxanda Lueck and Matthew White of Datadog on Wednesday, November 4, at 9 a.m. Pacific / 12 p.m. Eastern. Lueck is a group product manager working on goal-based testing of AI features. White co-founded

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o Rust. Elsewhere, Meta has also used AI to help port the React Compiler to Rust, while in September OpenAI revealed two engineers used Codex and GPT-5.5 to rebuild its Habitat storage service in Rust. But such rapid, AI-assisted rewrites raise questions about how developers verify that the resulting software behaves as intended. For a TypeScript compiler, that means ensuring it catches the same errors as Microsoft’s implementation. Schwenk says the project uses TypeScript’s conformance tests, d

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f industry-leading digital media brands that reach 15+ million elite tech professionals. Our new proprietary theCUBE AI Video Cloud is breaking ground in audience interaction, leveraging theCUBEai.com neural network to help technology companies make data-driven decisions and stay at the forefront of industry conversations. LATEST STORIES OpenAI acquires Orchestra Bio to bring AI agents into drug development DeepSeek open-sources DeepInfer, the inference framework behind its production services I

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f industry-leading digital media brands that reach 15+ million elite tech professionals. Our new proprietary theCUBE AI Video Cloud is breaking ground in audience interaction, leveraging theCUBEai.com neural network to help technology companies make data-driven decisions and stay at the forefront of industry conversations. LATEST STORIES OpenAI acquires Orchestra Bio to bring AI agents into drug development DeepSeek open-sources DeepInfer, the inference framework behind its production services I

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l cost, Grafana said. Another update is the new Adaptive Logs Archive within Grafana’s Adaptive Telemetry Suite, which allows enterprise users to route logs to their own object storage buckets using open data formats so they can retain observability data at lower cost for future investigations and compliance checks. Finally, Grafana said, it’s trying to address full-stack visibility across both AI and traditional cloud workloads with the introduction of its new Knowledge Graph and Digital Experi

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nsufficient, he explained. “We as cybersecurity professionals are going to have to use AI to defend against AI,” Scimone said. “There’s a huge opportunity really to be able to leverage this capability for good.” That opportunity could matter most to organizations that have never been able to staff a full security team. Agents can deliver scale and expertise that smaller companies could never hire or build on their own, according to Scimone. “Our future security program might be a security progra

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elopers and technology professionals to examine how AI is changing enterprise operations. SiliconANGLE and theCUBE will provide exclusive interviews and analysis, with special coverage airing Oct. 29. ( Disclosure below.) “Monday.com Elevate signals a broader shift in application development: from building software that helps people manage work to building AI-powered applications and agents that execute work,” said Paul Nashawaty, principal analyst at theCUBE Research. “For AppDev leaders, the p

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ol toward competitive speed. Dell Technologies Inc., fresh off another blowout quarter driven by AI servers, sees demand spreading well beyond GPUs into traditional servers and storage, according to David Kennedy (pictured), chief financial officer of Dell. “The spend piece, honestly, will take care of itself,” Kennedy said. “It needs to be managed. IT and finance can help put guardrails around that. I think it’s important, but the real value driver is the speed and productivity an enterprise ca

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f industry-leading digital media brands that reach 15+ million elite tech professionals. Our new proprietary theCUBE AI Video Cloud is breaking ground in audience interaction, leveraging theCUBEai.com neural network to help technology companies make data-driven decisions and stay at the forefront of industry conversations. LATEST STORIES Eka Robotics nets $150M at a $1.45B valuation for robot hands that sense force OpenAI acquires Orchestra Bio to bring AI agents into drug development DeepSeek o

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f industry-leading digital media brands that reach 15+ million elite tech professionals. Our new proprietary theCUBE AI Video Cloud is breaking ground in audience interaction, leveraging theCUBEai.com neural network to help technology companies make data-driven decisions and stay at the forefront of industry conversations. LATEST STORIES OpenAI acquires Orchestra Bio to bring AI agents into drug development Inception says Mercury 3 beats GPT-6 Luna and Claude Haiku 5.5 at up to 8x the speed Otte

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unit. Much of OpenAI’s case for the deal comes down to how long drugs take to reach patients. Getting a new medicine through to U.S. regulatory approval takes 10 to 15 years on average by the company’s count, and programs pass between departments and outside partners whose systems often do not connect. Orchestra’s agents take over the monitoring of studies, and TechCrunch’s write-up of the deal credits them with keeping track of finances and sorting out clinical trial scheduling problems as well

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a better job of retaining users than its AI competitors, which is not surprising, since this is one of Meta’s strongest suits: US Muse users are returning to the app, which is averaging a 30% retention rate after 7 days, and a 23% retention rate after 14 days. Meta is currently outpacing AI competitors in its retention at the 7 and 14 day mark, as ChatGPT, Claude, and Grok averaged a 19% and 16% retention rate, respectively. Finally, Sensor Tower notes that Meta continues spending heavily to pr

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ase that hasn’t been reconciled in two years, in asset data in spreadsheets, or in a service desk where three teams use the same category field in three different ways. Transform fragmented IT data into the trusted data foundation AI needs → AI doesn’t create these problems. It surfaces them quickly and publicly. The silo problem nobody owns Most IT environments grew one tool at a time. The endpoint team adopted a management platform. Security brought in a scanner. Service management built workf

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aluations to measure progress. MultiLangBench (GitHub) asks models to build a SQLite-compatible database engine from scratch. With maximum reasoning effort, GPT-6 Astra hits an average test pass rate of 87.4 percent across 20 languages, up from about 38 percent for GPT-5.6 Terra. GPT-6 Luna scores 40.3 percent, barely edging out GPT-5.6 Terra (37.9 percent) but at a much lower cost . On the COBOL migration benchmark, which translates COBOL into C++, Java, Kotlin, Python, or Rust, GPT-6.1 Sol rea

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el outputs. AVERI's independent review (conducted on a random sample of prompts, without input from Amazon's evaluation team) validated three strengths — comprehensive topical coverage across documented safety categories, diversity of testing approaches, and low contamination risk — while surfacing improvement areas such as broader multilingual coverage and more multistep adversarial prompts. In response, Amazon made four concrete changes: refreshing the test set with harder adversarial scenario

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f industry-leading digital media brands that reach 15+ million elite tech professionals. Our new proprietary theCUBE AI Video Cloud is breaking ground in audience interaction, leveraging theCUBEai.com neural network to help technology companies make data-driven decisions and stay at the forefront of industry conversations. LATEST STORIES Eka Robotics nets $150M at a $1.45B valuation for robot hands that sense force OpenAI acquires Orchestra Bio to bring AI agents into drug development DeepSeek o

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t do you think of Apple’s explanation for the HomeView’s launch timing? Let us know in the comments. Best Apple Home accessories eufy 4K camera with HomeKit Secure Video HomeKit Garage Door Opener HomeKit smart plug 4-pack Check out 9to5Mac on YouTube for more Apple news: Ryan got his start in journalism as an Editor at MacStories, where he worked for four years covering Apple news, writing app reviews, and more. For two years he co-hosted the Adapt podcast on Relay FM, which focused entirely on

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an Salazar, a Chilean activist campaigning to save water in his native country in the face of a wave of AI datacentres, showed how his community had set up a human chatbot to encourage people to prompt less and save water. The idea was simple: a team, ranging from children to town elders, offered human responses to chatbot queries from anywhere in the world for a day. If you want an image of a dog doing yoga, one of them will paint it for you. Want to know what love is? A human will tell you it

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ed in production settings with domain-specific vocabulary without the need for fine-tuning. FLEURS 45 Forced vs Inferred Word Error Rate — lower is better Forced Inferred Macro-average WER over the intersection of 45 languages in the FLEURS benchmark supported by all seven models. WER is used for all languages except Japanese, Korean, Thai, and Chinese, which use CER. Lower is better. Forced = language specified; Inferred = language auto-detected. Languages: AR, BN, BG, CA, ZH, CS, DA, NL, EN, E

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vLLM, SGLang and TensorRT-LLM? FeatureDeepInfervLLMSGLangTensorRT-LLM MaintainerDeepSeekvLLM projectSGLang projectNVIDIA LicenseApache 2.0Apache 2.0Apache 2.0Apache 2.0 Model coverage1 (DeepSeek-V4.1-Flash)200+ architecturesLLMs, VLMs, diffusionSupport matrix HardwareNVIDIA SM100, Huawei Ascend 950NVIDIA, AMD, Intel, CPUs, plugins incl. Ascend, TPUNVIDIA, AMD, TPU, Intel, Apple, Ascend, Moore ThreadsNVIDIA GPUs Expert parallelismYes, with EPLBYesYesWide-EP Speculative decodingDSpark, confidence

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